feat(hpc): Session C — bgz17 dual-path integration bridge#22
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Add four new modules implementing the bgz17 Base17 encoding pipeline directly in ndarray for interoperability without external crate deps: - bgz17_bridge: Base17/SpoBase17/PaletteEdge types with golden-step octave encoding, L1/weighted-L1 distance, XOR bind, bundle, permute. Matches lance-graph bgz17 crate encoding exactly. - palette_distance: k-means palette builder (farthest-first init), nearest-codebook lookup, precomputed k×k distance matrices for O(1) SPO distance. 128KB matrix fits L1 cache. - layered_distance: Container W125 palette-edge read/write, W4-W5 truth-value read/write, TruthGate evidence filter with NARS-style expectation (confidence * (frequency - 0.5) + 0.5). - parallel_search: Dual-path HHTL + CLAM search with archetype-based pruning, merge-and-rerank deduplication, TruthGate filtering, and local fractal dimension estimation from palette distances. All modules have comprehensive tests (880 total tests pass). https://claude.ai/code/session_01CdqyUTUfjKZuk8YGJzv6LB
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feat(hpc): Session C — bgz17 dual-path integration bridge
Add four new modules implementing the bgz17 Base17 encoding pipeline
directly in ndarray for interoperability without external crate deps:
bgz17_bridge: Base17/SpoBase17/PaletteEdge types with golden-step
octave encoding, L1/weighted-L1 distance, XOR bind, bundle, permute.
Matches lance-graph bgz17 crate encoding exactly.
palette_distance: k-means palette builder (farthest-first init),
nearest-codebook lookup, precomputed k×k distance matrices for O(1)
SPO distance. 128KB matrix fits L1 cache.
layered_distance: Container W125 palette-edge read/write, W4-W5
truth-value read/write, TruthGate evidence filter with NARS-style
expectation (confidence * (frequency - 0.5) + 0.5).
parallel_search: Dual-path HHTL + CLAM search with archetype-based
pruning, merge-and-rerank deduplication, TruthGate filtering, and
local fractal dimension estimation from palette distances.
All modules have comprehensive tests (880 total tests pass).
https://claude.ai/code/session_01CdqyUTUfjKZuk8YGJzv6LB